White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using true skill statistic (tss)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9414894 | 0.8639084 | 0.9889313 | 0.9402202 |
| bt | 0.8630319 | 0.9650505 | 0.9007056 | 0.6398490 |
| maxnet | 0.6343085 | 0.9355916 | 0.7704133 | 0.4411162 |
| gam | NA | NA | NA | 0.4525090 |
| glm | NA | NA | NA | 0.4080901 |
Variable Importance
